Beats Opus 4.6 at what exactly? It certainly isn't code.
I use a combination of a Claude Max subscription and local inference, including qwen3.8-27b, 4bit. I have found qwen to be absolutely useless at anything but very specific, surgical code changes. In my experience, for anything even remotely nuanced, a frontier model is required.
If you want to argue with the benchmarks, go for it. Fwiw i am not saying qwen3.8-27b is better or as good as the frontier. But i am saying it has crossed the threshold and is now a useful tool for coding and debugging. From my experience, Qwen3.6-35b-a3b was what you describe - it could do surgical edits only.
In my own experience, qwen3.8-27b 4bit can consistently find bugs in software written by sonnet 5 and opus 5. But it does do that at maybe 1/10th the speed. Still a pretty good deal if you're coding without wanting to spend big.
qwen3.8-27b 4bit has a following specifically for being exceptionally gifted for such a small model.
It’s genuinely the first local model that has actually made me keep it around, it’s pretty good at spotting things existing tooling can’t, like comment rot/drift/summarising accurate git changes, it’s also the first local model that pushes back when it thinks it is right (I don’t dislike that even when it is wrong, it still hallucinates things that don’t actually work the way it confidently states they do).
It does clear the useful enough to be worth it bar though.
Zero interest in remote models but local ones if they offer utility, sure.
You’re wrong. Despite its usefulness in our profession, AI is deeply unpopular with the general public and products that don’t include it are rapidly gaining in popularity. People are tired of AI being shoved down their throats without consent.
Are you speaking from personal experience or do you have data to back that up? I honestly would love to see some study around this. I haven't done my research but --anecdotally-- everyone around me is ok with it or even enjoying AI to some degree. No strong stances either way tbh.
Here you go: https://archive.ph/9erfx bask in that 20% support of "more good than bad when it comes to news" and the 70% thinking it's destroying jobs.
register two domain after a week both went serverhold then you have to email nixi with aadhar, kyc , pan then update details according to gst details in domain address satisfy their agent can't use encrypeted mail like proton after that he will call point out few things missing after fixing them they might lift server hold status took like 1 month of constant email exchange to make it work
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